In this tutorial, we explore how federated learning behaves when traditional centralized aggregation servers are removed and replaced with a completely decentralized, peer-to-peer gossip mechanism. We implement both centralized FedAvg …
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AI Tools
AI2 Releases SERA, Soft Verified Coding Agent Built with Supervised Training Only for Practical Repository Level Automation Workflows
Researchers at the Allen Institute for AI (AI2) have introduced SERA, Soft Verified Efficient Repository Agents, as a coding agent family that aims to match very large closed systems using …
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AI Tools
DeepSeek AI Releases DeepSeek-OCR 2 with Causal Visual Flow Encoder for Layout Aware Document Understanding
DeepSeek AI released DeepSeek-OCR 2, an open source document OCR and understanding system that reorganizes its vision encoder to read pages in a causal order that is closer to the …
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AI Tools
MBZUAI Releases K2 Think V2: A Fully Sovereign 70B Reasoning Model for Math, Code, and Science
Can a fully sovereign open logic model match state-of-the-art systems when every part of its training pipeline is transparent? Researchers at Mohammed Bin Zayed University of Artificial Intelligence (MBZUAI) have …
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